Zeyu Zheng

Machine learning-assisted molecular design for efficient 19F hyperpolarization

Efficient 19F signal amplification by reversible exchange (SABRE) remains difficult because enhancement depends on multiple substrate-specific structural and electronic factors. Here we report a machine-learning-assisted strategy for identifying and ranking high-performance 19F SABRE substrates. A chemical space of mor...